Author

Shichao Liu

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Conference Open access Sep 2026

Uncertainty-Guided Adaptive Local Adversarial Perturbation for Reliable Molecular Property Prediction

This work proposes an uncertainty-guided framework that integrates adaptive local adversarial perturbation with evidential deep learning for reliable molecular property prediction and introduces an evidential calibration strategy that aligns uncertainty with the prediction discrepancy between clean and adversarial mole...

Xu-Xing Zhao, Wen Zhang, Shichao Liu · Proceedings of the Thirty-Fi... · 0 citations

Open access Aug 2026

Knowledge-driven multimodal mutual learning for cell line-targeted anticancer peptide prediction.

A hybrid dataset compiled from five well-established peptide databases is integrated and proposed, and the effectiveness of TargetPC is demonstrated, which outperforms the state-of-the-art baselines in terms of prediction accuracy, and maintains strong generalization to unseen ACPs and cell lines.

Xuan Liu, Jian Zhang, Chong-Yang Chen et al. · Bioinformatics · 0 citations